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Computing & AI · Source-linked note

Long short-term memory

Introduced recurrent memory cells with controlled access to constant error flow, addressing learning over long temporal gaps and demonstrating the method on constructed sequence tasks.

What is recorded here?

Introduced recurrent memory cells with controlled access to constant error flow, addressing learning over long temporal gaps and demonstrating the method on constructed sequence tasks.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

The record concerns the original 1997 architecture and learning method. Later variants and additions should not be silently attributed to this paper. Long-lag results on the stated artificial tasks do not show successful learning for every sequence problem.

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People and systems

Sepp Hochreiter; Jürgen Schmidhuber

Listed source contributors; individual labor shares are not measured

Research locations and affiliations

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Documented countries / regions: Germany, Switzerland

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English catalogue narrative

Long short-term memory

Introduced recurrent memory cells with controlled access to constant error flow, addressing learning over long temporal gaps and demonstrating the method on constructed sequence tasks.

Scientific scope

The record concerns the original 1997 architecture and learning method. Later variants and additions should not be silently attributed to this paper. Long-lag results on the stated artificial tasks do not show successful learning for every sequence problem.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Sepp Hochreiter; Jürgen Schmidhuber

Listed source contributors; individual labor shares are not measured

Original sources